Table 2.
True negative rate (TNR) achieved by our model when its false-negative rate (FNR) are 0.01, 0.02, 0.03 and 0.05 as we vary prediction threshold for assigning observations to a positive class indicating malignancy. The 95% confidence interval of the estimated TNR and the clinical meaning are also provided
clinical meaning | FNR | TNR | 95% CI of TNR |
---|---|---|---|
1.7% unnecessary biopsies we can help to avoid while missing no malignancies | 0.00 | 0.017 | |
13.5% unnecessary biopsies we can help to avoid while missing 1% malignancies | 0.01 | 0.135 | [0.039, 0.232] |
23.1% unnecessary biopsies we can help to avoid while missing 2% malignancies | 0.02 | 0.231 | [0.190, 0.273] |
27.6% unnecessary biopsies we can help to avoid while missing 3% malignancies | 0.03 | 0.276 | [0.240, 0.312] |
43.5% unnecessary biopsies we can help to avoid while missing 5% malignancies | 0.05 | 0.435 | [0.407, 0.562] |